Is this just because it's hard to distinguish using visual data when it's a 2-D image on the road (from the sun, intentional paint, a spill etc) and when its a

Is this just because it's hard to distinguish using visual data when it's a 2-D image on the road (from the sun, intentional paint, a spill etc) and when its a 3-D object sitting upright on the road?